{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quandl Examples\n",
    "Getting data from Quandl API.\n",
    "\n",
    "This notebook extracts data from the Quandl API and dispays it in a graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "\n",
    "from findatapy.util.loggermanager import LoggerManager\n",
    "from chartpy import Chart, Style\n",
    "from findatapy.market import Market, MarketDataGenerator, MarketDataRequest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a wrapper for logging errors/output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "logger = LoggerManager().getLogger(__name__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the engine to output the chart. The possible engines currently is only matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart = Chart(engine='matplotlib')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "market = Market(market_data_generator=MarketDataGenerator())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "MarketDataRequest is requesting data from a source.\n",
    "\n",
    "Data Scource: Quandl, ONS, boe, dukascopy,fxcm,alfred, yahoo, google, fred, oecd, eurostat, edgar-index, bitcoincharts, poloniex, binance, bitfinex, gdax, kraken,bitmex, alphavantage,huobi or a .csv\n",
    "\n",
    "Tickers: (can be list) eg. EURUSD\n",
    "cache_algo (eg. internet, disk, memory) - internet will forcibly download from the internet\n",
    "Quandl API Key: insert API key from Quandl. Make sure you verify your email!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "run_example = 0\n",
    "\n",
    "###### fetch data from Quandl for BoE rate (using Bloomberg data)\n",
    "if run_example == 1 or run_example == 0:\n",
    "    # Monthly average of UK resident monetary financial institutions' (excl. Central Bank) sterling\n",
    "    # Weighted average interest rate, other loans, new advances, on a fixed rate to private non-financial corporations (in percent)\n",
    "    # not seasonally adjusted\n",
    "    md_request = MarketDataRequest(\n",
    "        start_date=\"01 Jan 2005\",  # start date\n",
    "        data_source='quandl',  # use Quandl as data source\n",
    "        tickers=['Weighted interest rate'],\n",
    "        fields=['close'],  # which fields to download\n",
    "        vendor_tickers=['BOE/CFMBJ84'],  # ticker (Bloomberg)\n",
    "        vendor_fields=['close'],  # which Bloomberg fields to download\n",
    "        cache_algo='internet_load_return',\n",
    "        quandl_api_key='mchs47VHfnWzxv6mGhxA')  # how to return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-11-02 16:11:20,240 - findatapy.market.datavendorweb - INFO - Request Quandl data\n",
      "2019-11-02 16:11:21,092 - findatapy.market.datavendorweb - INFO - Completed request from Quandl for ['Weighted interest rate.close']\n",
      "2019-11-02 16:11:23,201 - findatapy.market.ioengine - WARNING - Couldn't push MarketDataRequest_419__abstract_curve_key-None__category-None__category_key-backtest_default-cat_quandl_daily_NYC__cut-NYC__data_source-quandl__environment-backtest__expiry_date-NaT__fields-close__finish_date-2019-11-02 14:21:50_116819__freq-daily__freq_mult-1__gran_freq-None__resample-None__resample_how-last__start_date-2005-01-01 00:00:00__tickers-Weighted interest rate__trade_side-trade__vendor_fields-close__vendor_tickers-BOE_CFMBJ84 to Redis: Error 10061 connecting to 127.0.0.1:6379. No connection could be made because the target machine actively refused it.\n"
     ]
    }
   ],
   "source": [
    "    df = market.fetch_market(md_request)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set style for graph, axis labels and plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Creates an object with essentially the same characteristics as a matplotlib graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "style = Style()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-25-81e8e8912071>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-25-81e8e8912071>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    Setting styles above.\u001b[0m\n\u001b[1;37m                 ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "Setting styles above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "style.title = 'BoE weighted interest rate'\n",
    "style.scale_factor = 3\n",
    "style.file_output = \"boe-rate.png\"\n",
    "style.source = 'Quandl/BoE'\n",
    "\n",
    "chart.plot(df, style=style)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
